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Analog readout for optical reservoir computers

机译:光存储计算机的模拟读数

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Reservoir computing is a new, powerful and flexible machine learning technique that is easily implemented in hardware. Recently, by using a time-multiplexed architecture, hardware reservoir computers have reached performance comparable to digital implementations. Operating speeds allowing for real time information operation have been reached using optoelectronic systems. At present the main performance bottleneck is the readout layer which uses slow, digital postprocessing. We have designed an analog readout suitable for time-multiplexed optoelectronic reservoir computers, capable of working in real time. The readout has been built and tested experimentally on a standard benchmark task. Its performance is better than non-reservoir methods, with ample room for further improvement. The present work thereby overcomes one of the major limitations for the future development of hardware reservoir computers.
机译:储层计算是一种新的,功能强大且灵活的机器学习技术,可以轻松地在硬件中实现。最近,通过使用时分复用的体系结构,硬件存储计算机已经达到了可与数字实现相媲美的性能。使用光电系统已经达到允许实时信息操作的操作速度。目前,主要的性能瓶颈是使用慢速数字后期处理的读出层。我们设计了一种适用于时分多路复用光电储层计算机的模拟读数,能够实时工作。该读数已在标准基准任务上构建并通过实验进行了测试。它的性能优于非储层方法,并有足够的改进空间。因此,当前的工作克服了硬件存储计算机的未来发展的主要限制之一。

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